{"id":38072,"date":"2025-02-09T14:01:02","date_gmt":"2025-02-09T06:01:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=38072"},"modified":"2025-02-09T14:01:02","modified_gmt":"2025-02-09T06:01:02","slug":"%e5%ad%97%e8%8a%82%e8%b7%b3%e5%8a%a8bitsai-cr%ef%bc%9a%e5%9f%ba%e4%ba%8ellm%e7%9a%84%e4%bb%a3%e7%a0%81%e5%ae%a1%e6%9f%a5%e7%b3%bb%e7%bb%9f%e6%8a%80%e6%9c%af%e6%8f%ad%e7%a7%98","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38072","title":{"rendered":"\u5b57\u8282\u8df3\u52a8BitsAI-CR\uff1a\u57fa\u4e8eLLM\u7684\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf\u6280\u672f\u63ed\u79d8"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5b57\u8282\u8df3\u52a8BitsAI-CR\uff1a\u57fa\u4e8eLLM\u7684\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf\u6280\u672f\u63ed\u79d8<\/a><\/p>\n

\u5728\u4eba\u5de5\u667a\u80fd\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u6b63\u5728\u91cd\u5851\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u3002\u8fd1\u65e5\uff0c\u5b57\u8282\u8df3\u52a8\u9996\u6b21\u5bf9\u5916\u62ab\u9732\u5176\u5185\u90e8\u5e7f\u6cdb\u5e94\u7528\u7684\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf BitsAI-CR \u7684\u6280\u672f\u7ec6\u8282\uff0c\u5c55\u793a\u4e86 AI \u5728\u63d0\u5347\u4f01\u4e1a\u7814\u53d1\u6548\u7387\u65b9\u9762\u7684\u91cd\u8981\u8fdb\u5c55\u3002<\/p>\n

<\/a><\/section>\n
\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2501.15134<\/section>\n
<\/section>\n
\u4ee3\u7801\u5ba1\u67e5\u662f\u4fdd\u969c\u8f6f\u4ef6\u8d28\u91cf\u7684\u5173\u952e\u73af\u8282\uff0c\u4f46\u5728\u5927\u89c4\u6a21\u4f01\u4e1a\u73af\u5883\u4e0b\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u5b57\u8282\u8df3\u52a8\u5185\u90e8\u6570\u636e\u663e\u793a\uff0c67% \u7684\u5de5\u7a0b\u5e08\u8868\u793a\u8feb\u5207\u9700\u8981\u66f4\u9ad8\u6548\u7684\u5de5\u5177\u652f\u6301\u3002\u867d\u7136 LLM \u5728\u4ee3\u7801\u7406\u89e3\u65b9\u9762\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u8981\u5b9e\u73b0\u5de5\u4e1a\u7ea7\u5e94\u7528\u4ecd\u9762\u4e34\u4e09\u5927\u6311\u6218\uff1a\u8bc4\u8bba\u51c6\u786e\u6027\u4e0d\u8db3\u3001\u4ef7\u503c\u6709\u9650\u7684\u8bc4\u8bba\u8fc7\u591a\uff0c\u4ee5\u53ca\u7f3a\u4e4f\u7cfb\u7edf\u5316\u7684\u6539\u8fdb\u673a\u5236\u3002\u4e3a\u6b64\uff0c\u5b57\u8282\u8df3\u52a8\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf BitsAI-CR\uff0c\u5728\u670d\u52a1\u8d85 1.2 \u4e07\u5468\u6d3b\u5f00\u53d1\u8005\u7684\u89c4\u6a21\u5316\u9a8c\u8bc1\u4e2d\uff0c\u5b9e\u73b0 75% \u7684\u5ba1\u67e5\u51c6\u786e\u7387\u4e0e 26.7% \u7684\u8bc4\u8bba\u8fc7\u65f6\u7387\uff08Outdated Rate\uff09\u3002<\/section>\n
<\/a><\/section>\n
\u4e24\u9636\u6bb5\u8bc4\u8bba\u751f\u6210\u67b6\u6784\u786e\u4fdd\u9ad8\u8d28\u91cf\u5ba1\u67e5<\/strong><\/section>\n
<\/section>\n
\u4f20\u7edf LLM \u4ee3\u7801\u5ba1\u67e5\u65b9\u6848\u53d7\u9650\u4e8e\u51c6\u786e\u7387\u8f83\u4f4e\u548c\u5e7b\u89c9\u9891\u53d1\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u7cfb\u7edf\u6027\u5b9e\u9a8c\u53d1\u73b0\uff0c\u4ec5\u4f9d\u8d56\u5355\u4e00\u6a21\u578b\u5fae\u8c03\uff0c\u5373\u4f7f\u91c7\u7528\u4f18\u5316\u8bad\u7ec3\u6837\u672c\u548c\u5f3a\u5316\u5b66\u4e60\u7b49\u65b9\u6cd5\u4e5f\u6536\u6548\u6709\u9650\u3002\u8fd9\u4fc3\u4f7f\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e13\u95e8\u7684\u9a8c\u8bc1\u6a21\u5757\uff0c\u5f62\u6210\u4e86 “\u8bc6\u522b + \u9a8c\u8bc1” \u7684\u4e24\u9636\u6bb5\u751f\u6210\u67b6\u6784\uff1a<\/section>\n
<\/section>\n
1.\u00a0<\/strong>RuleChecker<\/strong>\uff1a\u9488\u5bf9 Code Diff\uff0c\u901a\u8fc7 Tree-sitter \u5b9e\u73b0\u7cbe\u786e\u7684\u4ee3\u7801\u5757\u8bc6\u522b\u548c\u51fd\u6570\u8fb9\u754c\u68c0\u6d4b\u6765\u7ec4\u6210\u4e0a\u4e0b\u6587\uff0c\u57fa\u4e8e\u5b57\u8282\u5185\u90e8 219 \u6761\u591a\u7ef4\u5ba1\u67e5\u89c4\u5219\uff0c\u91c7\u7528 LoRA \u5fae\u8c03\u7684 Doubao-Pro-32K-0828 \u6a21\u578b\u6765\u751f\u6210\u76f8\u5173\u7684\u5ba1\u67e5\u8bc4\u8bba\u3002\u8fd9\u4e9b\u5ba1\u67e5\u89c4\u5219\u6db5\u76d6\u4ee3\u7801\u7f3a\u9677\u3001\u5b89\u5168\u6f0f\u6d1e\u3001\u53ef\u7ef4\u62a4\u6027\u548c\u6027\u80fd\u95ee\u9898\u7b49 4 \u5927\u7ef4\u5ea6\uff0c\u540c\u65f6 RuleChecker \u4e5f\u96c6\u6210\u4e86\u52a8\u6001\u89c4\u5219\u9ed1\u540d\u5355\uff0c\u53ef\u5b9e\u65f6\u5254\u9664\u4f4e\u6548\u89c4\u5219\uff0c\u786e\u4fdd\u5ba1\u67e5\u6807\u51c6\u4e0e\u4f01\u4e1a\u5b9e\u8df5\u52a8\u6001\u5bf9\u9f50\u3002<\/section>\n
<\/a><\/section>\n
2.\u00a0<\/strong>ReviewFilter<\/strong>\uff1a\u9488\u5bf9\u6a21\u578b\u5e7b\u89c9\u4e0e\u4f4e\u4ef7\u503c\u8bc4\u8bba\uff0c\u901a\u8fc7\u53e6\u4e00\u4e2a\u5fae\u8c03\u7684 Doubao-Pro-32K-0828 \u5bf9 RuleChecker \u7684\u8f93\u51fa\u8fdb\u884c\u4e8c\u6b21\u9a8c\u8bc1\u3002ReviewFilter \u9488\u5bf9\u6bcf\u4e00\u6761\u5ba1\u67e5\u8bc4\u8bba\uff0c\u8f93\u51fa\u4e00\u4e2a\u4e8c\u5143\u5224\u65ad\uff08Yes \u6216 No\uff09\u6765\u51b3\u5b9a\u662f\u5426\u4fdd\u7559\u8bc4\u8bba\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u5224\u65ad\u4f9d\u636e\u3002\u7814\u7a76\u56e2\u961f\u5bf9 ReviewFilter \u7684\u63a8\u7406\u6a21\u5f0f\u8fdb\u884c\u4e86\u6df1\u5165\u5b9e\u9a8c\uff0c\u6bd4\u8f83\u4e86 “\u76f4\u63a5\u7ed3\u8bba”\u3001”\u63a8\u7406\u5728\u524d” \u548c “\u7ed3\u8bba\u5728\u524d” \u4e09\u79cd\u6a21\u5f0f\u3002\u6700\u7ec8\uff0c”\u7ed3\u8bba\u5728\u524d” \u6a21\u5f0f\u4ee5\u5176\u4f18\u5f02\u7684\u6027\u80fd\u8131\u9896\u800c\u51fa\uff1a\u51c6\u786e\u7387\u8fbe 77.09%\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u8f83\u4f4e\u7684\u63a8\u7406\u65f6\u95f4\u3002<\/section>\n
<\/a><\/section>\n
\u5728\u5b8c\u6210\u5ba1\u67e5\u540e\uff0c\u7cfb\u7edf\u901a\u8fc7\u8bc4\u8bba\u805a\u5408\u673a\u5236\u5904\u7406\u8f93\u51fa\u7ed3\u679c\u3002\u8be5\u673a\u5236\u4f7f\u7528\u57fa\u4e8e Doubao-embedding-large \u7684\u5411\u91cf\u5316\u65b9\u6cd5\u8ba1\u7b97\u8bc4\u8bba\u76f8\u4f3c\u5ea6\uff0c\u4ece\u6bcf\u7ec4\u76f8\u4f3c\u8bc4\u8bba\u4e2d\u968f\u673a\u4fdd\u7559\u4e00\u6761\uff0c\u6709\u6548\u907f\u514d\u4e86\u5f00\u53d1\u8005\u88ab\u8fc7\u591a\u91cd\u590d\u4fe1\u606f\u6253\u6270\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u67b6\u6784\u4f7f\u7cfb\u7edf\u7684\u8bc4\u8bba\u51c6\u786e\u7387\u5728 Go \u8bed\u8a00\u7684\u79bb\u7ebf\u8bc4\u6d4b\u96c6\u4e0a\u8fbe\u5230 65.59%\u3002<\/section>\n
<\/section>\n
\u5176\u4e2d BitsAI-CR w\/o Taxonomy \u8868\u793a\u8bad\u7ec3\u6570\u636e\u6765\u81ea\u4e8e\u6ca1\u6709\u8fdb\u884c\u5ba1\u67e5\u5206\u7c7b\u7684\u968f\u673a\u91c7\u6837\u5185\u90e8\u5ba1\u67e5\u6570\u636e\uff0cBitsAI-CR \u8868\u793a\u8bad\u7ec3\u6570\u636e\u662f\u6839\u636e\u5ba1\u67e5\u89c4\u5219\u5206\u7c7b\u6cd5\u7279\u522b\u6784\u5efa\u7684\uff0c\u4e24\u8005\u4fdd\u6301\u4e86\u76f8\u540c\u7684\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u3002\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u4e8e\u4e24\u9636\u6bb5\u8bc4\u8bba\u751f\u6210\u90fd\u63d0\u9ad8\u4e86\u51c6\u786e\u5ea6\uff0c\u4f46\u5206\u7c7b\u6307\u5bfc\u7684\u7248\u672c\u5728\u6240\u6709\u5ba1\u67e5\u7c7b\u522b\u4e2d\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u5ea6\u3002<\/section>\n
<\/a><\/section>\n
Outdated Rate \u8bc4\u4ef7\u6307\u6807<\/strong><\/section>\n
<\/section>\n
\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u65e9\u671f\u5b9e\u8df5\u53d1\u73b0\uff0c\u5f00\u53d1\u8005\u9762\u5bf9\u5927\u91cf\u5ba1\u67e5\u8bc4\u8bba\u65f6\u5f80\u5f80\u91c7\u53d6\u5b8c\u5168\u5ffd\u89c6\u7684\u7b56\u7565\uff0c\u800c\u521d\u671f\u7684\u4e0d\u51c6\u786e\u8bc4\u8bba\u66f4\u4f1a\u4e25\u91cd\u635f\u5bb3\u7528\u6237\u4fe1\u4efb\u3002\u8fd9\u4fc3\u4f7f\u56e2\u961f\u5c06\u51c6\u786e\u7387\u4f5c\u4e3a\u9996\u8981\u4f18\u5316\u76ee\u6807\u3002\u901a\u8fc7\u4e24\u9636\u6bb5\u8bc4\u8bba\u751f\u6210\u5ba1\u67e5\u67b6\u6784\uff0cBitsAI-CR \u5c06\u8bc4\u8bba\u51c6\u786e\u7387\u63d0\u5347\u81f3 75%\uff0c\u663e\u8457\u63d0\u5347\u4e86\u7cfb\u7edf\u53ef\u7528\u6027\u3002\u7136\u800c\uff0c\u4ec5\u4f9d\u9760\u51c6\u786e\u7387\u6307\u6807\u5b58\u5728\u4e24\u4e2a\u6839\u672c\u6027\u9650\u5236\uff1a\u65e0\u6cd5\u53cd\u6620\u5f00\u53d1\u8005\u662f\u5426\u771f\u6b63\u91c7\u7eb3\u4e86\u5ba1\u67e5\u5efa\u8bae\uff0c\u4e14\u4eba\u5de5\u8bc4\u4f30\u51c6\u786e\u7387\u9700\u8981\u5927\u91cf\u4eba\u529b\u6295\u5165\u3002<\/section>\n
<\/section>\n
\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u4f7f\u7528\u4e86\u8bc4\u8bba\u8fc7\u65f6\u7387\uff08Outdated Rate\uff09\u6307\u6807\uff0c\u901a\u8fc7\u8ffd\u8e2a\u88ab\u6807\u8bb0\u4ee3\u7801\u884c\u5728\u540e\u7eed\u63d0\u4ea4\u4e2d\u7684\u4fee\u6539\u6bd4\u4f8b\uff0c\u91cf\u5316\u5ba1\u67e5\u5efa\u8bae\u7684\u5b9e\u9645\u4ef7\u503c\u3002\u5176\u4e2d <\/a>\u00a0\u8868\u793a\u5728\u4e00\u5468\u7684\u5ea6\u91cf\u7a97\u53e3\u671f\u95f4\u5185\u4ee3\u7801\u63d0\u4ea4\u8005\u5bf9 Reviewer \u8bc4\u8bba\u8fdb\u884c\u5ba1\u67e5\u7684\u8bc4\u8bba\u96c6\u5408\uff0cisOutdated\uff08c\uff09\u5728\u8bc4\u8bba c \u88ab\u8ba4\u4e3a\u8bc4\u8bba\u8fc7\u65f6\u624d\u4f1a\u8fd4\u56de true\uff0c\u5373\u8868\u793a\u5f53\u524d\u8bc4\u8bba\u6807\u8bb0\u7684\u4ee3\u7801\u8303\u56f4\u5185\u7684\u4efb\u4f55\u884c\u5728\u540e\u7eed\u63d0\u4ea4\u4e2d\uff0c\u6709\u88ab\u4fee\u6539\u3002<\/section>\n
<\/a><\/section>\n
\u6570\u636e\u98de\u8f6e\u9a71\u52a8\u7cfb\u7edf\u4f18\u5316<\/strong><\/section>\n
<\/section>\n
\u4e3a\u5b8c\u5584\u5ba1\u67e5\u89c4\u5219\u96c6\u5e76\u66f4\u597d\u5730\u5229\u7528\u7528\u6237\u53cd\u9988\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u6570\u636e\u98de\u8f6e\u3002\u6700\u521d\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u4ee3\u7801\u6837\u5f0f\u6307\u5357\u4e0e\u5b9e\u9645\u5ba1\u67e5\u7ecf\u9a8c\u7ed3\u5408\u8d77\u6765\uff0c\u8bbe\u8ba1\u4e86\u4ee3\u7801\u5ba1\u67e5\u89c4\u5219\u5206\u7c7b\uff0c\u5305\u542b 5 \u79cd\u7f16\u7a0b\u8bed\u8a00\u548c 219 \u6761\u8bc4\u5ba1\u89c4\u5219\u3002\u968f\u540e\u4ece\u5185\u90e8\u4ed3\u5e93\u4e2d\u62bd\u53d6\u4e86 12 \u4e07\u6761 MR \u4e2d\u7684\u5ba1\u67e5\u8bc4\u8bba\uff0c\u5305\u62ec\u9759\u6001\u5206\u6790\u7ed3\u679c\u548c\u4eba\u5de5\u5ba1\u67e5\u53cd\u9988\u3002\u5728\u7ecf\u5386\u4e86\u6570\u636e\u6e05\u6d17\uff08\u8fc7\u6ee4\u975e\u5b9e\u8d28\u6027\u7684\u5185\u5bb9\uff0c\u5e76\u4f9d\u7167\u4ee3\u7801\u5ba1\u67e5\u89c4\u8fdb\u884c\u5206\u7c7b\uff09\u548c\u8d28\u91cf\u63a7\u5236\u73af\u8282\u540e\uff0c\u6700\u7ec8\u6784\u6210\u4e86 BitsAI-CR \u7684\u8bad\u7ec3\u6570\u636e\u3002<\/section>\n
<\/section>\n
\u5b9e\u8df5\u8868\u660e\uff0c\u4ee3\u7801\u5ba1\u67e5\u89c4\u5219\u9700\u8981\u6301\u7eed\u4f18\u5316\u4ee5\u9002\u5e94\u5b9e\u9645\u5f00\u53d1\u3002\u67d0\u4e9b\u89c4\u5219\u867d\u7136\u5728\u6280\u672f\u4e0a\u5b8c\u5168\u6b63\u786e\uff0c\u4f46\u53ef\u80fd\u7f3a\u4e4f\u5b9e\u9645\u4ef7\u503c\u3002BitsAI-CR \u901a\u8fc7\u4e09\u4e2a\u5173\u952e\u53cd\u9988\u6e20\u9053\u6536\u96c6\u4f18\u5316\u4fe1\u53f7\uff1a<\/section>\n
<\/section>\n
1. \u7528\u6237\u7684\u76f4\u63a5\u53cd\u9988\uff08\u5982\u70b9\u8d5e\u70b9\u8e29\uff09\u80fd\u591f\u53ca\u65f6\u6355\u6349\u5f00\u53d1\u8005\u7684\u771f\u5b9e\u9700\u6c42\uff1b<\/section>\n
2. \u6bcf\u65e5\u62bd\u6837\u7684\u4eba\u5de5\u51c6\u786e\u7387\u6807\u6ce8\uff08\u62bd\u6837\u7387\u4e0d\u8d85\u8fc7 10%\uff09\u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u8bc4\u4f30\u57fa\u51c6\u548c\u6570\u636e\uff1b<\/section>\n
3. \u6bcf\u5468\u7684 Outdated Rate \u76d1\u63a7\u5219\u5b9e\u73b0\u4e86\u5927\u89c4\u6a21\u81ea\u52a8\u5316\u8bc4\u4f30\u3002<\/section>\n
<\/section>\n
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